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里如何用 openclaw.invoke 触发确定性工作流、何时进入 needs_approval，以及 resume token 在恢复流程里扮演什么角色。","/docs/reference/lobster-invoke-and-resume",[560,1103,429,186,928],"invoke",{"title":1105,"description":1106,"path":1107,"category":922,"updatedAt":328,"sourceType":114,"tags":1108},"记忆检索里的 hybrid search、重排和时间衰减到底在做什么","基于最新官方 Memory 文档，解释 OpenClaw 的 memory_search 为什么不只是向量检索，以及 hybrid search、结果合并、MMR 重排和 temporal decay 各自在修正什么问题。","/docs/reference/memory-hybrid-search-and-ranking-pipeline",[141,1109,1110,1111,1112,928],"hybrid-search","ranking","mmr","retrieval",{"title":1114,"description":1115,"path":1116,"category":922,"updatedAt":251,"sourceType":114,"tags":1117},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 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的一比一镜像。",[118,1207,1208,1171,928],"history","inject",{"title":1210,"description":1211,"path":1212,"category":1213,"updatedAt":251,"sourceType":114,"tags":1214},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1215,1216,1217,1218,792,793],"china","cloud","deployment","feishu",{"title":1220,"description":1221,"path":1222,"category":1213,"updatedAt":192,"sourceType":114,"tags":1223},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1217,211,1224,1216,1225],"docker","wsl2",{"title":1227,"description":1228,"path":1229,"category":1213,"updatedAt":633,"sourceType":114,"tags":1230},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[194,1130,1231,1225],"install-script",{"title":1233,"description":1234,"path":1235,"category":1213,"updatedAt":208,"sourceType":114,"tags":1236},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[194,1237,1231,1238,843],"updater","git",{"title":1240,"description":1241,"path":1242,"category":1213,"updatedAt":166,"sourceType":114,"tags":1243},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[194,1237,1244,764,843],"uninstall",{"title":1246,"description":1247,"path":1248,"category":1213,"updatedAt":166,"sourceType":114,"tags":1249},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 的详细指南。","/docs/setup/linux-installation",[1250,194,203,1251],"linux","server",{"title":1253,"description":1254,"path":1255,"category":1213,"updatedAt":166,"sourceType":114,"tags":1256},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[313,194,203,1257],"apple",{"title":1259,"description":1260,"path":1261,"category":1262,"updatedAt":192,"sourceType":114,"tags":1263},"版本迁移与升级检查单","在 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的文档更新，正在把消息入口、上下文桶、历史展示和投递节奏拆成更明确的几层。","/news/openclaw-message-surface-watch-2026-03-22","https://docs.openclaw.ai/messages",[473,118,304,477,139],{"title":1713,"description":1714,"path":1715,"category":104,"date":251,"updatedAt":251,"sourceType":114,"source":1544,"tags":1716},"OpenClaw 模型观察：models status 正在从状态展示继续长成探活入口","基于 2026 年 3 月 24 日可见的官方 CLI 文档，最近模型层最值得关注的变化之一是 models status 已经不只负责展示主模型和 fallback，而是开始承担 auth profile 探测。","/news/openclaw-model-probe-watch-2026-03-24",[259,1118,414,403,802],{"title":1718,"description":1719,"path":1720,"category":104,"date":319,"updatedAt":319,"sourceType":114,"source":1721,"tags":1722},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[414,259,295,403,566],{"title":1771,"description":1772,"path":1773,"category":104,"date":328,"updatedAt":328,"sourceType":114,"source":1774,"tags":1775},"OpenClaw 的 provider 故障恢复正在变成一条更清楚的梯子","官方最近围绕 Model Failover、Gateway Troubleshooting、LiteLLM 和 Cloudflare AI Gateway 的文档更新，正在把模型故障从“直接换模型”收敛成更清楚的几层：能力条件、profile 轮转、统一网关和跨模型 fallback。","/news/openclaw-provider-recovery-ladder-watch-2026-03-29","https://docs.openclaw.ai/concepts/model-failover",[414,927,259,117,159],{"title":1777,"description":1778,"path":1779,"category":1280,"date":208,"updatedAt":208,"sourceType":114,"source":1482,"tags":1780},"OpenClaw 发布观察：2026.3.13 恢复型 Release 暴露出版本跟踪里最容易忽略的三层差异","基于 2026 年 3 月 21 日可见的 GitHub Releases 页面，整理 OpenClaw 2026.3.13 恢复型 Release 的关键信号，以及中文站在跟踪版本时最该注意的 npm 版本、Git tag 和 GitHub Release 名称差异。","/news/openclaw-release-watch-2026-03-21",[840,841,843,842],{"title":1782,"description":1783,"path":1784,"category":104,"date":301,"updatedAt":301,"sourceType":114,"source":1501,"tags":1785},"OpenClaw 的远程管理员面边界越来越清楚","官方最近围绕 Dashboard、Pairing、Gateway-owned pairing 与 nodes 的文档更新，正在把远程协作、浏览器入口和设备接入的边界拆得更清楚。","/news/openclaw-remote-admin-watch-2026-03-22",[196,454,295,210,745],{"title":1787,"description":1788,"path":1789,"category":104,"date":319,"updatedAt":319,"sourceType":114,"source":1790,"tags":1791},"OpenClaw 的 routing precedence 正在成为更明确的排障坐标系","官方最近围绕 Channel Routing 的写法，正在把 peer、thread inheritance、guild、team、account 和 channel 等命中层级固定下来，让路由排障越来越像查规则，而不是猜模型。","/news/openclaw-routing-precedence-watch-2026-03-25","https://docs.openclaw.ai/channels/channel-routing",[304,303,1792,139,305],"threads",{"title":1794,"description":1795,"path":1796,"category":104,"date":319,"updatedAt":319,"sourceType":114,"source":1797,"tags":1798},"OpenClaw Secret 观察：active snapshot 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